{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predictive distribution for Bayesian Linear Regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The predictive distribution for a linear model of the form $y(x, {\\bf w}) = \\phi(x)^T {\\bf w}$ takes the form\n",
    "$$\n",
    "    p(t | x, {\\bf t}, \\alpha, \\beta) = \\mathcal{N}\\left(t \\mid {\\bf m}_N^T \\phi({\\bf x}), \\  \\frac{1}{\\beta} + \\phi({\\bf x})^T{\\bf S}_N\\phi({\\bf x})\\right)\n",
    "$$\n",
    "\n",
    "With\n",
    "\n",
    "$$\n",
    "    {\\bf S}_N^{-1} = {\\bf S}_0^{-1} + \\beta \\Phi^T\\Phi\\\\\n",
    "    {\\bf m}_N = {\\bf S}_N({\\bf S}_0^{-1}{\\bf m}_0 + \\beta\\Phi^T{\\bf t})\n",
    "$$\n",
    "\n",
    "---\n",
    "\n",
    "In this notebook we consider a Gaussian basis function\n",
    "$$\n",
    "    \\phi_j(x) = \\exp\\left(-\\frac{(x - \\mu_j)^2}{2s^2}\\right) \n",
    "$$\n",
    "\n",
    "and prior distribution ${\\bf w}\\sim \\mathcal{N}({\\bf 0}, \\alpha^{-1}{\\bf I})$. Hence, the posterior distribution parameters for $\\bf w$ become\n",
    "\n",
    "$$\n",
    "    {\\bf S}_N^{-1} = \\alpha^{-1}{\\bf I} + \\beta \\Phi^T\\Phi\\\\\n",
    "    {\\bf m}_N = \\beta{\\bf S}_N\\Phi^T{\\bf t})\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import branca\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from numpy.linalg import inv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linear basis function of choice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def y(x): return np.sin(2 * np.pi * x)\n",
    "def gaussian_bf(x, mu, s): return np.exp(-(x - mu) ** 2 / (2 * s ** 2))\n",
    "\n",
    "x_true = np.linspace(0, 1, 100)\n",
    "y_true = y(x_true)\n",
    "\n",
    "\n",
    "colors = branca.colormap.linear.Accent_03\n",
    "s = 0.1\n",
    "mu = np.arange(0.1, 0.9, 0.1)\n",
    "for j, mu_j in enumerate(mu):\n",
    "    plt.plot(x_true, gaussian_bf(x_true, mu_j, s), c=colors(j / len(mu)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A sample of values to learn from"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1150d99b0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def sample_sinusoidal(S, beta, x_samp=None):\n",
    "    x_samp = np.random.uniform(0, 1, S)  if x_samp is None else x_samp\n",
    "    y_samp = np.random.normal(y(x_samp), 1 / np.sqrt(beta), S)\n",
    "    return x_samp, y_samp\n",
    "\n",
    "np.random.seed(314159)\n",
    "precision = 15\n",
    "x_s, y_s = sample_sinusoidal(30, precision)\n",
    "\n",
    "plt.plot(x_true, y_true)\n",
    "plt.scatter(x_s, y_s, c=\"tab:red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_basis(x, s, mu):\n",
    "    Phi = np.column_stack((gaussian_bf(x, mu_j, s) for mu_j in mu))\n",
    "    # bias term\n",
    "    Phi = np.column_stack((np.ones_like(x), Phi))\n",
    "    return Phi\n",
    "\n",
    "def posterior_weights(alpha, s, beta, mus, x_train, y_train):\n",
    "    Phi = fill_basis(x_train, s, mus)\n",
    "    SN = inv(alpha + beta * Phi.T @ Phi)\n",
    "    mN = beta * SN @ Phi.T @ y_train.reshape(-1, 1)\n",
    "    return mN, SN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimating the Confidence Intervals for the Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_estimate(xt, yt, xrange, yrange, mu, sigma, ax=plt):\n",
    "    ax.plot(xrange, yrange)\n",
    "    ax.plot(xrange, mu, c=\"tab:red\")\n",
    "    ax.fill_between(xrange, mu.ravel() - 2 * sigma,\n",
    "                     mu.ravel() + 2 * sigma,\n",
    "                     color=\"tab:red\", alpha=0.2)\n",
    "    ax.scatter(xt, yt, facecolors=\"none\", edgecolors=\"tab:red\", s=50)\n",
    "    ax.grid(alpha=0.2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "step = 0.25\n",
    "mu = np.arange(0, 1 + step, step) # mus to consider for the Gaussian basis functions\n",
    "s = 0.3\n",
    "alpha = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 646,
       "width": 890
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(15, 10))\n",
    "vals = [5, 8, 13, 26]\n",
    "for axi, v in zip(ax.ravel(), vals):\n",
    "    xtarget = x_s[:v]\n",
    "    ytarget = y_s[:v]\n",
    "\n",
    "    mN, SN = posterior_weights(alpha, s, precision, mu, xtarget,  ytarget)\n",
    "    Phi = fill_basis(x_true, s, mu).T\n",
    "    mu_pred = Phi.T @ mN\n",
    "    sigma_pred = 1 / precision + np.diag(Phi.T @ SN @ Phi)\n",
    "    \n",
    "    axi.set_xlim(0, 1)\n",
    "    axi.set_ylim(-1.5, 1.5); \n",
    "    axi.set_title(f\"Nobs: {v}\")\n",
    "    plot_estimate(xtarget, ytarget, x_true, y_true, mu_pred, sigma_pred, ax=axi)\n",
    "plt.suptitle(\"Estimates of Linear Regression\", size=20);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> If we use localized basis functions such as Gaussian, then in regions away from the basis function centers, the contribution from the second term in the predictive variance will go to zero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 390
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_true = np.linspace(-4, 5, 100)\n",
    "y_true = y(x_true)\n",
    "\n",
    "step = 1\n",
    "mu = np.arange(0, 1 + step, step) # mus to consider for the Gaussian basis functions\n",
    "s = 0.01\n",
    "alpha = 0.1\n",
    "\n",
    "fig, axi = plt.subplots(1,1)\n",
    "xtarget = x_s\n",
    "ytarget = y_s\n",
    "\n",
    "mN, SN = posterior_weights(alpha, s, precision, mu, xtarget,  ytarget)\n",
    "Phi = fill_basis(x_true, s, mu).T\n",
    "mu_pred = Phi.T @ mN\n",
    "sigma_pred = 1 / precision + np.diag(Phi.T @ SN @ Phi)\n",
    "\n",
    "axi.set_xlim(-2, 3)\n",
    "axi.set_ylim(-1.1, 1.1); \n",
    "axi.set_title(f\"Nobs: {v}\")\n",
    "plot_estimate(xtarget, ytarget, x_true, y_true, mu_pred, sigma_pred, ax=axi)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
